Overview

Dataset statistics

Number of variables15
Number of observations65993
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory11.1 MiB
Average record size in memory176.2 B

Variable types

DateTime1
Numeric10
Categorical1
Unsupported3

Alerts

Current is highly correlated with Voltage and 2 other fieldsHigh correlation
Voltage is highly correlated with Current and 2 other fieldsHigh correlation
Power is highly correlated with Current and 2 other fieldsHigh correlation
Elevation is highly correlated with OdometerHigh correlation
Odometer is highly correlated with ElevationHigh correlation
Acceleration is highly correlated with Current and 2 other fieldsHigh correlation
Grade is highly correlated with AngleHigh correlation
Angle is highly correlated with GradeHigh correlation
Current is highly correlated with Voltage and 2 other fieldsHigh correlation
Voltage is highly correlated with Current and 1 other fieldsHigh correlation
Power is highly correlated with Current and 2 other fieldsHigh correlation
Acceleration is highly correlated with Current and 1 other fieldsHigh correlation
Grade is highly correlated with AngleHigh correlation
Angle is highly correlated with GradeHigh correlation
Current is highly correlated with Power and 1 other fieldsHigh correlation
Power is highly correlated with Current and 1 other fieldsHigh correlation
Acceleration is highly correlated with Current and 1 other fieldsHigh correlation
Grade is highly correlated with AngleHigh correlation
Angle is highly correlated with GradeHigh correlation
Current is highly correlated with Voltage and 3 other fieldsHigh correlation
Voltage is highly correlated with Current and 3 other fieldsHigh correlation
Power is highly correlated with Current and 3 other fieldsHigh correlation
Elevation is highly correlated with Odometer and 2 other fieldsHigh correlation
Speed is highly correlated with Current and 1 other fieldsHigh correlation
Odometer is highly correlated with Voltage and 3 other fieldsHigh correlation
Temperature is highly correlated with Elevation and 2 other fieldsHigh correlation
Acceleration is highly correlated with Current and 2 other fieldsHigh correlation
Grade is highly correlated with AngleHigh correlation
Angle is highly correlated with GradeHigh correlation
Day is highly correlated with Elevation and 2 other fieldsHigh correlation
DateTime has unique values Unique
Hour is an unsupported type, check if it needs cleaning or further analysis Unsupported
30Min is an unsupported type, check if it needs cleaning or further analysis Unsupported
1Min is an unsupported type, check if it needs cleaning or further analysis Unsupported
Speed has 1133 (1.7%) zeros Zeros
Acceleration has 879 (1.3%) zeros Zeros

Reproduction

Analysis started2022-03-23 18:38:32.254059
Analysis finished2022-03-23 18:39:00.071422
Duration27.82 seconds
Software versionpandas-profiling v3.1.1
Download configurationconfig.json

Variables

DateTime
Date

UNIQUE

Distinct65993
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size515.7 KiB
Minimum2020-08-03 08:56:49
Maximum2020-08-07 22:03:59
Histogram with fixed size bins (bins=50)

Current
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct7767
Distinct (%)11.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean33.13724031
Minimum-444.3
Maximum506.2
Zeros19
Zeros (%)< 0.1%
Negative26209
Negative (%)39.7%
Memory size515.7 KiB

Quantile statistics

Minimum-444.3
5-th percentile-209
Q1-73.5
median31.3
Q3136
95-th percentile302.34
Maximum506.2
Range950.5
Interquartile range (IQR)209.5

Descriptive statistics

Standard deviation158.7174993
Coefficient of variation (CV)4.789701792
Kurtosis-0.2333289263
Mean33.13724031
Median Absolute Deviation (MAD)104.7
Skewness0.0041588751
Sum2186825.9
Variance25191.24459
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
4.380
 
0.1%
4.276
 
0.1%
4.176
 
0.1%
3.457
 
0.1%
3.656
 
0.1%
3.955
 
0.1%
4.454
 
0.1%
3.551
 
0.1%
4.550
 
0.1%
450
 
0.1%
Other values (7757)65388
99.1%
ValueCountFrequency (%)
-444.31
< 0.1%
-442.71
< 0.1%
-435.31
< 0.1%
-434.21
< 0.1%
-432.71
< 0.1%
-427.51
< 0.1%
-426.51
< 0.1%
-425.31
< 0.1%
-425.21
< 0.1%
-424.71
< 0.1%
ValueCountFrequency (%)
506.21
< 0.1%
494.51
< 0.1%
4931
< 0.1%
492.41
< 0.1%
492.31
< 0.1%
483.91
< 0.1%
467.91
< 0.1%
464.61
< 0.1%
463.61
< 0.1%
4631
< 0.1%

Voltage
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct41
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean507.5707272
Minimum483
Maximum523
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size515.7 KiB

Quantile statistics

Minimum483
5-th percentile497
Q1504
median508
Q3512
95-th percentile517
Maximum523
Range40
Interquartile range (IQR)8

Descriptive statistics

Standard deviation5.965492725
Coefficient of variation (CV)0.01175302752
Kurtosis0.1528696565
Mean507.5707272
Median Absolute Deviation (MAD)4
Skewness-0.4224768134
Sum33496115
Variance35.58710345
MonotonicityNot monotonic
Histogram with fixed size bins (bins=41)
ValueCountFrequency (%)
5105239
 
7.9%
5084942
 
7.5%
5124632
 
7.0%
5064361
 
6.6%
5093957
 
6.0%
5113608
 
5.5%
5043580
 
5.4%
5073549
 
5.4%
5053207
 
4.9%
5142896
 
4.4%
Other values (31)26022
39.4%
ValueCountFrequency (%)
4834
 
< 0.1%
48435
 
0.1%
48531
 
< 0.1%
48651
 
0.1%
48749
 
0.1%
48859
 
0.1%
48974
 
0.1%
49098
0.1%
491121
0.2%
492241
0.4%
ValueCountFrequency (%)
5237
 
< 0.1%
52294
 
0.1%
521125
 
0.2%
520265
 
0.4%
519455
 
0.7%
5181279
1.9%
5171320
2.0%
5162249
3.4%
5152046
3.1%
5142896
4.4%

Power
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct45791
Distinct (%)69.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean16.28955887
Minimum-223.3089
Maximum253.6062
Zeros19
Zeros (%)< 0.1%
Negative26209
Negative (%)39.7%
Memory size515.7 KiB

Quantile statistics

Minimum-223.3089
5-th percentile-107.01856
Q1-37.485
median15.9317
Q368.6907
95-th percentile151.66342
Maximum253.6062
Range476.9151
Interquartile range (IQR)106.1757

Descriptive statistics

Standard deviation80.35341202
Coefficient of variation (CV)4.932816946
Kurtosis-0.2344643565
Mean16.28955887
Median Absolute Deviation (MAD)53.0659
Skewness-0.02900757536
Sum1074996.858
Variance6456.670823
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
2.14222
 
< 0.1%
019
 
< 0.1%
2.137815
 
< 0.1%
2.09114
 
< 0.1%
2.188713
 
< 0.1%
2.095113
 
< 0.1%
1.85412
 
< 0.1%
2.19311
 
< 0.1%
10.312411
 
< 0.1%
2.24410
 
< 0.1%
Other values (45781)65853
99.8%
ValueCountFrequency (%)
-223.30891
< 0.1%
-223.12081
< 0.1%
-222.74461
< 0.1%
-222.40781
< 0.1%
-222.151
< 0.1%
-219.2211
< 0.1%
-218.881
< 0.1%
-217.44641
< 0.1%
-216.95941
< 0.1%
-216.3941
< 0.1%
ValueCountFrequency (%)
253.60621
< 0.1%
247.4861
< 0.1%
247.251
< 0.1%
246.21
< 0.1%
243.68851
< 0.1%
242.91781
< 0.1%
234.41791
< 0.1%
231.81
< 0.1%
231.7951
< 0.1%
231.23521
< 0.1%

Elevation
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct985
Distinct (%)1.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean61.23586744
Minimum30.8
Maximum134.1
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size515.7 KiB

Quantile statistics

Minimum30.8
5-th percentile32.3
Q141.9
median60
Q368.3
95-th percentile107.8
Maximum134.1
Range103.3
Interquartile range (IQR)26.4

Descriptive statistics

Standard deviation22.79190238
Coefficient of variation (CV)0.3721985714
Kurtosis-0.003063006481
Mean61.23586744
Median Absolute Deviation (MAD)13.6
Skewness0.809988664
Sum4041138.6
Variance519.4708141
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
34.31206
 
1.8%
41.9928
 
1.4%
31.2688
 
1.0%
65.5678
 
1.0%
34.5608
 
0.9%
65.4571
 
0.9%
31.3569
 
0.9%
31.1551
 
0.8%
40.4521
 
0.8%
59.8489
 
0.7%
Other values (975)59184
89.7%
ValueCountFrequency (%)
30.83
 
< 0.1%
30.9163
 
0.2%
31427
0.6%
31.1551
0.8%
31.2688
1.0%
31.3569
0.9%
31.4184
 
0.3%
31.5224
 
0.3%
31.683
 
0.1%
31.753
 
0.1%
ValueCountFrequency (%)
134.14
 
< 0.1%
1344
 
< 0.1%
133.97
< 0.1%
133.83
 
< 0.1%
133.73
 
< 0.1%
133.63
 
< 0.1%
133.54
 
< 0.1%
133.43
 
< 0.1%
133.31
 
< 0.1%
133.210
< 0.1%

Speed
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct92
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean25.63679481
Minimum0
Maximum96
Zeros1133
Zeros (%)1.7%
Negative0
Negative (%)0.0%
Memory size515.7 KiB

Quantile statistics

Minimum0
5-th percentile2
Q113
median25
Q337
95-th percentile50
Maximum96
Range96
Interquartile range (IQR)24

Descriptive statistics

Standard deviation15.01363754
Coefficient of variation (CV)0.5856284942
Kurtosis-0.6899789659
Mean25.63679481
Median Absolute Deviation (MAD)12
Skewness0.2165724409
Sum1691849
Variance225.4093123
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
311467
 
2.2%
201455
 
2.2%
161439
 
2.2%
191434
 
2.2%
251433
 
2.2%
171423
 
2.2%
241421
 
2.2%
131411
 
2.1%
271399
 
2.1%
331396
 
2.1%
Other values (82)51715
78.4%
ValueCountFrequency (%)
01133
1.7%
11111
1.7%
21063
1.6%
3996
1.5%
41132
1.7%
51185
1.8%
61112
1.7%
71064
1.6%
81218
1.8%
91264
1.9%
ValueCountFrequency (%)
965
< 0.1%
954
< 0.1%
942
 
< 0.1%
931
 
< 0.1%
923
< 0.1%
912
 
< 0.1%
902
 
< 0.1%
881
 
< 0.1%
842
 
< 0.1%
821
 
< 0.1%

Odometer
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct7399
Distinct (%)11.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean137457.3483
Minimum137084.5
Maximum137825.8
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size515.7 KiB

Quantile statistics

Minimum137084.5
5-th percentile137122.3
Q1137269.6
median137454.5
Q3137648.5
95-th percentile137794.2
Maximum137825.8
Range741.3
Interquartile range (IQR)378.9

Descriptive statistics

Standard deviation218.6505279
Coefficient of variation (CV)0.001590679077
Kurtosis-1.250089752
Mean137457.3483
Median Absolute Deviation (MAD)189.6
Skewness0.01645967706
Sum9071222789
Variance47808.05336
MonotonicityIncreasing
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
137112.741
 
0.1%
137820.934
 
0.1%
137323.833
 
0.1%
137766.432
 
< 0.1%
13772531
 
< 0.1%
13746731
 
< 0.1%
137481.731
 
< 0.1%
137730.331
 
< 0.1%
137628.331
 
< 0.1%
137306.830
 
< 0.1%
Other values (7389)65668
99.5%
ValueCountFrequency (%)
137084.521
< 0.1%
137084.621
< 0.1%
137084.78
 
< 0.1%
137084.811
< 0.1%
137084.94
 
< 0.1%
1370859
< 0.1%
137085.13
 
< 0.1%
137085.218
< 0.1%
137085.34
 
< 0.1%
137085.45
 
< 0.1%
ValueCountFrequency (%)
137825.85
 
< 0.1%
137825.712
< 0.1%
137825.611
< 0.1%
137825.512
< 0.1%
137825.415
< 0.1%
137825.327
< 0.1%
137825.27
 
< 0.1%
137825.19
 
< 0.1%
1378258
 
< 0.1%
137824.94
 
< 0.1%

Temperature
Real number (ℝ≥0)

HIGH CORRELATION

Distinct17
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean74.2822269
Minimum66
Maximum82
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size515.7 KiB

Quantile statistics

Minimum66
5-th percentile68
Q172
median74
Q377
95-th percentile80
Maximum82
Range16
Interquartile range (IQR)5

Descriptive statistics

Standard deviation3.588486517
Coefficient of variation (CV)0.04830881715
Kurtosis-0.712787279
Mean74.2822269
Median Absolute Deviation (MAD)3
Skewness-0.03834976419
Sum4902107
Variance12.87723548
MonotonicityNot monotonic
Histogram with fixed size bins (bins=17)
ValueCountFrequency (%)
737072
10.7%
766314
9.6%
746188
9.4%
726006
9.1%
775530
8.4%
755173
7.8%
795088
7.7%
714858
7.4%
784629
7.0%
704216
 
6.4%
Other values (7)10919
16.5%
ValueCountFrequency (%)
66580
 
0.9%
671157
 
1.8%
681645
 
2.5%
693174
4.8%
704216
6.4%
714858
7.4%
726006
9.1%
737072
10.7%
746188
9.4%
755173
7.8%
ValueCountFrequency (%)
82775
 
1.2%
811551
 
2.4%
802037
 
3.1%
795088
7.7%
784629
7.0%
775530
8.4%
766314
9.6%
755173
7.8%
746188
9.4%
737072
10.7%

Acceleration
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct1026
Distinct (%)1.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.06658503531
Minimum-3.888888889
Maximum3.055555556
Zeros879
Zeros (%)1.3%
Negative32853
Negative (%)49.8%
Memory size515.7 KiB

Quantile statistics

Minimum-3.888888889
5-th percentile-1.388888889
Q1-0.8333333334
median0
Q30.5555555556
95-th percentile1.388888889
Maximum3.055555556
Range6.944444445
Interquartile range (IQR)1.388888889

Descriptive statistics

Standard deviation0.8869403167
Coefficient of variation (CV)-13.3204152
Kurtosis-0.1393279901
Mean-0.06658503531
Median Absolute Deviation (MAD)0.5555555556
Skewness-0.09272746877
Sum-4394.146235
Variance0.7866631254
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.27777777787223
10.9%
-0.27777777786321
 
9.6%
0.55555555565931
 
9.0%
-0.83333333345817
 
8.8%
-0.55555555565802
 
8.8%
0.83333333344718
 
7.1%
-1.1111111114586
 
6.9%
1.1111111113352
 
5.1%
-1.3888888892373
 
3.6%
1.3888888891962
 
3.0%
Other values (1016)17908
27.1%
ValueCountFrequency (%)
-3.8888888893
 
< 0.1%
-3.6111111116
 
< 0.1%
-3.3333333349
 
< 0.1%
-3.05555555633
0.1%
-2.9166666671
 
< 0.1%
-2.8703703711
 
< 0.1%
-2.77777777871
0.1%
-2.6851851851
 
< 0.1%
-2.6388888893
 
< 0.1%
-2.5694444451
 
< 0.1%
ValueCountFrequency (%)
3.0555555567
 
< 0.1%
2.9166666671
 
< 0.1%
2.77777777818
 
< 0.1%
2.6388888891
 
< 0.1%
2.596
 
0.1%
2.4074074082
 
< 0.1%
2.3611111113
 
< 0.1%
2.3148148152
 
< 0.1%
2.222222222240
0.4%
2.129629633
 
< 0.1%

Grade
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct215
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.05150544606
Minimum-6.5983104
Maximum11.00791296
Zeros221
Zeros (%)0.3%
Negative14254
Negative (%)21.6%
Memory size515.7 KiB

Quantile statistics

Minimum-6.5983104
5-th percentile-0.804672
Q10.09656064
median0.09656064
Q30.09656064
95-th percentile0.83685888
Maximum11.00791296
Range17.60622336
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.813591808
Coefficient of variation (CV)15.79622875
Kurtosis65.27242703
Mean0.05150544606
Median Absolute Deviation (MAD)0
Skewness2.301082056
Sum3398.998902
Variance0.66193163
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0965606437300
56.5%
-0.38624256997
 
1.5%
-0.4828032888
 
1.3%
-0.41842944766
 
1.2%
0.6437376702
 
1.1%
-0.3218688638
 
1.0%
0.3218688504
 
0.8%
0.19312128490
 
0.7%
0.804672480
 
0.7%
-0.45061632447
 
0.7%
Other values (205)22781
34.5%
ValueCountFrequency (%)
-6.598310461
0.1%
-6.276441644
0.1%
-6.2120678466
0.1%
-5.6648908826
 
< 0.1%
-4.8924057638
0.1%
-4.5383500841
0.1%
-4.3774156842
0.1%
-3.4439961660
0.1%
-3.2830617640
0.1%
-3.0255667263
0.1%
ValueCountFrequency (%)
11.0079129658
0.1%
10.5572966452
0.1%
5.7292646428
< 0.1%
4.7314713656
0.1%
3.4439961657
0.1%
3.2508748831
< 0.1%
3.1865011256
0.1%
3.1221273648
0.1%
2.8646323217
 
< 0.1%
2.8324454426
< 0.1%

Angle
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct215
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.02948507043
Minimum-3.775081113
Maximum6.28177804
Zeros221
Zeros (%)0.3%
Negative14254
Negative (%)21.6%
Memory size515.7 KiB

Quantile statistics

Minimum-3.775081113
5-th percentile-0.4610331445
Q10.0553251542
median0.0553251542
Q30.0553251542
95-th percentile0.4794736259
Maximum6.28177804
Range10.05685915
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.465451619
Coefficient of variation (CV)15.78601008
Kurtosis64.8206058
Mean0.02948507043
Median Absolute Deviation (MAD)0
Skewness2.272306661
Sum1945.808253
Variance0.2166452097
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.055325154237300
56.5%
-0.2212995851997
 
1.5%
-0.2766237076888
 
1.3%
-0.2397410102766
 
1.2%
0.3688293813702
 
1.1%
-0.1844166011638
 
1.0%
0.1844166011504
 
0.8%
0.1106502052490
 
0.7%
0.4610331445480
 
0.7%
-0.2581823857447
 
0.7%
Other values (205)22781
34.5%
ValueCountFrequency (%)
-3.77508111361
0.1%
-3.59142509844
0.1%
-3.55468490466
0.1%
-3.24227808826
 
< 0.1%
-2.80090872438
0.1%
-2.59850002341
0.1%
-2.50647430442
0.1%
-1.97248483160
0.1%
-1.88038043240
0.1%
-1.73299336963
0.1%
ValueCountFrequency (%)
6.2817780458
0.1%
6.02656158252
0.1%
3.2790422128
< 0.1%
2.70891313856
0.1%
1.97248483157
0.1%
1.86195837131
< 0.1%
1.82511309656
0.1%
1.78826631148
0.1%
1.64086467817
 
< 0.1%
1.62243790726
< 0.1%

Day
Categorical

HIGH CORRELATION

Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size4.0 MiB
Friday
14199 
Thursday
13765 
Monday
12850 
Wednesday
12649 
Tuesday
12530 

Length

Max length9
Median length7
Mean length7.182049611
Min length6

Characters and Unicode

Total characters473965
Distinct characters15
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowMonday
2nd rowMonday
3rd rowMonday
4th rowMonday
5th rowMonday

Common Values

ValueCountFrequency (%)
Friday14199
21.5%
Thursday13765
20.9%
Monday12850
19.5%
Wednesday12649
19.2%
Tuesday12530
19.0%

Length

Histogram of lengths of the category

Pie chart

ValueCountFrequency (%)
friday14199
21.5%
thursday13765
20.9%
monday12850
19.5%
wednesday12649
19.2%
tuesday12530
19.0%

Most occurring characters

ValueCountFrequency (%)
d78642
16.6%
a65993
13.9%
y65993
13.9%
s38944
8.2%
e37828
8.0%
r27964
 
5.9%
T26295
 
5.5%
u26295
 
5.5%
n25499
 
5.4%
F14199
 
3.0%
Other values (5)66313
14.0%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter407972
86.1%
Uppercase Letter65993
 
13.9%

Most frequent character per category

Lowercase Letter
ValueCountFrequency (%)
d78642
19.3%
a65993
16.2%
y65993
16.2%
s38944
9.5%
e37828
9.3%
r27964
 
6.9%
u26295
 
6.4%
n25499
 
6.3%
i14199
 
3.5%
h13765
 
3.4%
Uppercase Letter
ValueCountFrequency (%)
T26295
39.8%
F14199
21.5%
M12850
19.5%
W12649
19.2%

Most occurring scripts

ValueCountFrequency (%)
Latin473965
100.0%

Most frequent character per script

Latin
ValueCountFrequency (%)
d78642
16.6%
a65993
13.9%
y65993
13.9%
s38944
8.2%
e37828
8.0%
r27964
 
5.9%
T26295
 
5.5%
u26295
 
5.5%
n25499
 
5.4%
F14199
 
3.0%
Other values (5)66313
14.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII473965
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
d78642
16.6%
a65993
13.9%
y65993
13.9%
s38944
8.2%
e37828
8.0%
r27964
 
5.9%
T26295
 
5.5%
u26295
 
5.5%
n25499
 
5.4%
F14199
 
3.0%
Other values (5)66313
14.0%

Hour
Unsupported

REJECTED
UNSUPPORTED

Missing0
Missing (%)0.0%
Memory size515.7 KiB

30Min
Unsupported

REJECTED
UNSUPPORTED

Missing0
Missing (%)0.0%
Memory size515.7 KiB

1Min
Unsupported

REJECTED
UNSUPPORTED

Missing0
Missing (%)0.0%
Memory size515.7 KiB

Interactions

Correlations

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

First rows

DateTimeCurrentVoltagePowerElevationSpeedOdometerTemperatureAccelerationGradeAngleDayHour30Min1Min
02020-08-03 08:56:4925.851513.287068.711137084.575.00.0000000.2574950.147533Monday2020-08-03 08:002020-08-03 08:562020-08-03 08:56
12020-08-03 08:56:50-5.2516-2.683268.79137084.575.0-0.5555560.2574950.147533Monday2020-08-03 08:002020-08-03 08:562020-08-03 08:56
22020-08-03 08:56:531.85150.927068.77137084.575.0-0.1851850.2574950.147533Monday2020-08-03 08:002020-08-03 08:562020-08-03 08:56
32020-08-03 08:56:5827.051413.878068.79137084.576.00.1111110.2574950.147533Monday2020-08-03 08:002020-08-03 08:562020-08-03 08:56
42020-08-03 08:57:0214.45157.416068.68137084.576.0-0.0694440.2574950.147533Monday2020-08-03 08:002020-08-03 08:572020-08-03 08:57
52020-08-03 08:57:03-5.3514-2.724268.67137084.576.0-0.2777780.2574950.147533Monday2020-08-03 08:002020-08-03 08:572020-08-03 08:57
62020-08-03 08:57:05-3.0516-1.548068.65137084.576.0-0.2777780.2574950.147533Monday2020-08-03 08:002020-08-03 08:572020-08-03 08:57
72020-08-03 08:57:0618.25159.373068.54137084.576.0-0.2777780.2574950.147533Monday2020-08-03 08:002020-08-03 08:572020-08-03 08:57
82020-08-03 08:57:0823.451412.027668.55137084.576.00.1388890.2574950.147533Monday2020-08-03 08:002020-08-03 08:572020-08-03 08:57
92020-08-03 08:57:1712.85166.604868.57137084.576.00.0617280.2574950.147533Monday2020-08-03 08:002020-08-03 08:572020-08-03 08:57

Last rows

DateTimeCurrentVoltagePowerElevationSpeedOdometerTemperatureAccelerationGradeAngleDayHour30Min1Min
659832020-08-07 22:03:1610.24945.038868.59137825.773.0-0.2777780.0965610.055325Friday2020-08-07 22:002020-08-07 22:032020-08-07 22:03
659842020-08-07 22:03:2233.449316.466268.66137825.773.0-0.1388890.0965610.055325Friday2020-08-07 22:002020-08-07 22:032020-08-07 22:03
659852020-08-07 22:03:2334.949317.205768.77137825.773.00.2777780.0965610.055325Friday2020-08-07 22:002020-08-07 22:032020-08-07 22:03
659862020-08-07 22:03:296.54943.211068.79137825.773.00.0925930.0965610.055325Friday2020-08-07 22:002020-08-07 22:032020-08-07 22:03
659872020-08-07 22:03:4618.74939.219168.69137825.773.00.0000000.0965610.055325Friday2020-08-07 22:002020-08-07 22:032020-08-07 22:03
659882020-08-07 22:03:5135.649317.550868.510137825.873.00.0555560.0965610.055325Friday2020-08-07 22:002020-08-07 22:032020-08-07 22:03
659892020-08-07 22:03:5236.649218.007268.511137825.873.00.2777780.0965610.055325Friday2020-08-07 22:002020-08-07 22:032020-08-07 22:03
659902020-08-07 22:03:53-29.2494-14.424868.59137825.873.0-0.5555560.0965610.055325Friday2020-08-07 22:002020-08-07 22:032020-08-07 22:03
659912020-08-07 22:03:5418.54949.139068.58137825.873.0-0.2777780.0965610.055325Friday2020-08-07 22:002020-08-07 22:032020-08-07 22:03
659922020-08-07 22:03:59-21.9494-10.818668.48137825.873.00.0000000.0965610.055325Friday2020-08-07 22:002020-08-07 22:032020-08-07 22:03